diff --git a/docs/core-concepts/Crews.md b/docs/core-concepts/Crews.md
index ae658cb2f..1896c6a38 100644
--- a/docs/core-concepts/Crews.md
+++ b/docs/core-concepts/Crews.md
@@ -220,7 +220,7 @@ These methods provide flexibility in how you manage and execute tasks within you
 ### Replaying from specific task:
 You can now replay from a specific task using our cli command replay.
 
-The replay_from_tasks feature in CrewAI allows you to replay from a specific task using the command-line interface (CLI). By running the command `crewai replay -t <task_id>`, you can specify the `task_id` for the replay process.
+The replay feature in CrewAI allows you to replay from a specific task using the command-line interface (CLI). By running the command `crewai replay -t <task_id>`, you can specify the `task_id` for the replay process.
 
 Kickoffs will now save the latest kickoffs returned task outputs locally for you to be able to replay from.
 
diff --git a/docs/how-to/Replay-tasks-from-latest-Crew-Kickoff.md b/docs/how-to/Replay-tasks-from-latest-Crew-Kickoff.md
index 4843bcb4c..250990f0c 100644
--- a/docs/how-to/Replay-tasks-from-latest-Crew-Kickoff.md
+++ b/docs/how-to/Replay-tasks-from-latest-Crew-Kickoff.md
@@ -36,14 +36,14 @@ To replay from a task programmatically, use the following steps:
 2. Execute the replay command within a try-except block to handle potential errors.
 
 ```python
-   def replay_from_task():
+   def replay():
     """
     Replay the crew execution from a specific task.
     """
     task_id = '<task_id>'
     inputs = {"topic": "CrewAI Training"} # this is optional, you can pass in the inputs you want to replay otherwise uses the previous kickoffs inputs
     try:
-        YourCrewName_Crew().crew().replay_from_task(task_id=task_id, inputs=inputs)
+        YourCrewName_Crew().crew().replay(task_id=task_id, inputs=inputs)
 
     except Exception as e:
         raise Exception(f"An error occurred while replaying the crew: {e}")
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index cd420f467..98c68f8aa 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -355,17 +355,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.34.144"
+version = "1.34.145"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.144-py3-none-any.whl", hash = "sha256:b8433d481d50b68a0162c0379c0dd4aabfc3d1ad901800beb5b87815997511c1"},
-    {file = "boto3-1.34.144.tar.gz", hash = "sha256:2f3e88b10b8fcc5f6100a9d74cd28230edc9d4fa226d99dd40a3ab38ac213673"},
+    {file = "boto3-1.34.145-py3-none-any.whl", hash = "sha256:69d5afb7a017d07dd6bdfb680d2912d5d369b3fafa0a45161207d9f393b14d7e"},
+    {file = "boto3-1.34.145.tar.gz", hash = "sha256:ac770fb53dde1743aec56bd8e56b7ee2e2f5ad42a37825968ec4ff8428822640"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.144,<1.35.0"
+botocore = ">=1.34.145,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -374,13 +374,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.144"
+version = "1.34.145"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.144-py3-none-any.whl", hash = "sha256:a2cf26e1bf10d5917a2285e50257bc44e94a1d16574f282f3274f7a5d8d1f08b"},
-    {file = "botocore-1.34.144.tar.gz", hash = "sha256:4215db28d25309d59c99507f1f77df9089e5bebbad35f6e19c7c44ec5383a3e8"},
+    {file = "botocore-1.34.145-py3-none-any.whl", hash = "sha256:2e72e262de02adcb0264ac2bac159a28f55dbba8d9e52aa0308773a42950dff5"},
+    {file = "botocore-1.34.145.tar.gz", hash = "sha256:edf0fb4c02186ae29b76263ac5fda18b0a085d334a310551c9984407cf1079e6"},
 ]
 
 [package.dependencies]
@@ -731,49 +731,6 @@ typer = ">=0.9.0"
 typing-extensions = ">=4.5.0"
 uvicorn = {version = ">=0.18.3", extras = ["standard"]}
 
-[[package]]
-name = "clarifai"
-version = "10.5.4"
-description = "Clarifai Python SDK"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "clarifai-10.5.4-py3-none-any.whl", hash = "sha256:56cc5c0f2a735aa90990c23e9cc2698ce531491d970b0c0f86fb6c107bc1592f"},
-    {file = "clarifai-10.5.4.tar.gz", hash = "sha256:bf2d377dfe8fa7704a666cef7b8b564654c6fced4ef3a83a78b38a6c8bb1847c"},
-]
-
-[package.dependencies]
-clarifai-grpc = ">=10.5.0"
-inquirerpy = "0.3.4"
-numpy = ">=1.22.0"
-Pillow = ">=9.5.0"
-PyYAML = ">=6.0.1"
-rich = ">=13.4.2"
-schema = "0.7.5"
-tabulate = ">=0.9.0"
-tqdm = ">=4.65.0"
-tritonclient = ">=2.34.0"
-
-[package.extras]
-all = ["pycocotools (==2.0.6)"]
-
-[[package]]
-name = "clarifai-grpc"
-version = "10.6.4"
-description = "Clarifai gRPC API Client"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "clarifai_grpc-10.6.4-py3-none-any.whl", hash = "sha256:9fb8c94e6ede5e1005010643f516aa7c1dd3c59ab9282e03ba4932fd929d7584"},
-    {file = "clarifai_grpc-10.6.4.tar.gz", hash = "sha256:84d92b10fc32c17ecf0c0fc30ec4c9960a6a9ee701f2829f0c372892ae761d14"},
-]
-
-[package.dependencies]
-googleapis-common-protos = ">=1.53.0"
-grpcio = ">=1.44.0"
-protobuf = ">=3.20.3"
-requests = ">=2.25.1"
-
 [[package]]
 name = "click"
 version = "8.1.7"
@@ -839,26 +796,15 @@ humanfriendly = ">=9.1"
 [package.extras]
 cron = ["capturer (>=2.4)"]
 
-[[package]]
-name = "contextlib2"
-version = "21.6.0"
-description = "Backports and enhancements for the contextlib module"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "contextlib2-21.6.0-py2.py3-none-any.whl", hash = "sha256:3fbdb64466afd23abaf6c977627b75b6139a5a3e8ce38405c5b413aed7a0471f"},
-    {file = "contextlib2-21.6.0.tar.gz", hash = "sha256:ab1e2bfe1d01d968e1b7e8d9023bc51ef3509bba217bb730cee3827e1ee82869"},
-]
-
 [[package]]
 name = "crewai-tools"
-version = "0.4.8"
+version = "0.4.26"
 description = "Set of tools for the crewAI framework"
 optional = false
 python-versions = "<=3.13,>=3.10"
 files = [
-    {file = "crewai_tools-0.4.8-py3-none-any.whl", hash = "sha256:628b08515ee0e06c751da1dd66b0cff70c9b2644775891c8f59883cb5debfef4"},
-    {file = "crewai_tools-0.4.8.tar.gz", hash = "sha256:ae190bd187f980163523c86ee7e1eb2ed78896f935d6caff98908dd7ab6c982b"},
+    {file = "crewai_tools-0.4.26-py3-none-any.whl", hash = "sha256:c5d062a613f65bda4af2621eba66b14a6227b0e1b12ef385828a28259f5d6ce5"},
+    {file = "crewai_tools-0.4.26.tar.gz", hash = "sha256:f73569b543a886f0ef52cc8ae5dc7a3a287be9f7614518e4c64886454aeb5c4b"},
 ]
 
 [package.dependencies]
@@ -1066,20 +1012,19 @@ idna = ">=2.0.0"
 
 [[package]]
 name = "embedchain"
-version = "0.1.116"
+version = "0.1.118"
 description = "Simplest open source retrieval (RAG) framework"
 optional = false
 python-versions = "<=3.13,>=3.9"
 files = [
-    {file = "embedchain-0.1.116-py3-none-any.whl", hash = "sha256:388835d047f9ff4542ebf50e3fa633ef596db262cbe506195ee4976b91a49172"},
-    {file = "embedchain-0.1.116.tar.gz", hash = "sha256:3e4d6418df2e749c2bd3cd3153c3857cbecd7227afe40b87d5ac3df629c394b2"},
+    {file = "embedchain-0.1.118-py3-none-any.whl", hash = "sha256:38ead471df9d9234bf42e6f7a32cab26431d50d6f2f894f18a6cabc0b02bf31a"},
+    {file = "embedchain-0.1.118.tar.gz", hash = "sha256:1fa1e799882a1dc4e63af344595b043f1c1f30fbd59461b6660b1934b85a1e4b"},
 ]
 
 [package.dependencies]
 alembic = ">=1.13.1,<2.0.0"
 beautifulsoup4 = ">=4.12.2,<5.0.0"
 chromadb = ">=0.4.24,<0.5.0"
-clarifai = ">=10.0.1,<11.0.0"
 cohere = ">=5.3,<6.0"
 google-cloud-aiplatform = ">=1.26.1,<2.0.0"
 gptcache = ">=0.1.43,<0.2.0"
@@ -1087,7 +1032,7 @@ langchain = ">0.2,<=0.3"
 langchain-cohere = ">=0.1.4,<0.2.0"
 langchain-community = ">=0.2.6,<0.3.0"
 langchain-openai = ">=0.1.7,<0.2.0"
-memzero = ">=0.0.7,<0.0.8"
+mem0ai = ">=0.0.5,<0.0.6"
 openai = ">=1.1.1"
 posthog = ">=3.0.2,<4.0.0"
 pypdf = ">=4.0.1,<5.0.0"
@@ -1099,34 +1044,36 @@ sqlalchemy = ">=2.0.27,<3.0.0"
 tiktoken = ">=0.7.0,<0.8.0"
 
 [package.extras]
-aws-bedrock = ["boto3 (>=1.34.20,<2.0.0)"]
-dataloaders = ["docx2txt (>=0.8,<0.9)", "duckduckgo-search (>=6.1.5,<7.0.0)", "pytube (>=15.0.0,<16.0.0)", "sentence-transformers (>=2.2.2,<3.0.0)", "youtube-transcript-api (>=0.6.1,<0.7.0)"]
-discord = ["discord (>=2.3.2,<3.0.0)"]
-dropbox = ["dropbox (>=11.36.2,<12.0.0)"]
 elasticsearch = ["elasticsearch (>=8.9.0,<9.0.0)"]
-github = ["PyGithub (>=1.59.1,<2.0.0)", "gitpython (>=3.1.38,<4.0.0)"]
 gmail = ["google-api-core (>=2.15.0,<3.0.0)", "google-api-python-client (>=2.111.0,<3.0.0)", "google-auth (>=2.25.2,<3.0.0)", "google-auth-httplib2 (>=0.2.0,<0.3.0)", "google-auth-oauthlib (>=1.2.0,<2.0.0)", "requests (>=2.31.0,<3.0.0)"]
 google = ["google-generativeai (>=0.3.0,<0.4.0)"]
 googledrive = ["google-api-python-client (>=2.111.0,<3.0.0)", "google-auth-httplib2 (>=0.2.0,<0.3.0)", "google-auth-oauthlib (>=1.2.0,<2.0.0)"]
-huggingface-hub = ["huggingface_hub (>=0.17.3,<0.18.0)"]
 lancedb = ["lancedb (>=0.6.2,<0.7.0)"]
 llama2 = ["replicate (>=0.15.4,<0.16.0)"]
 milvus = ["pymilvus (==2.4.3)"]
 mistralai = ["langchain-mistralai (>=0.1.9,<0.2.0)"]
-modal = ["modal (>=0.56.4329,<0.57.0)"]
 mysql = ["mysql-connector-python (>=8.1.0,<9.0.0)"]
 opensearch = ["opensearch-py (==2.3.1)"]
 opensource = ["gpt4all (==2.0.2)", "sentence-transformers (>=2.2.2,<3.0.0)", "torch (==2.3.0)"]
-poe = ["fastapi-poe (==0.0.16)"]
 postgres = ["psycopg (>=3.1.12,<4.0.0)", "psycopg-binary (>=3.1.12,<4.0.0)", "psycopg-pool (>=3.1.8,<4.0.0)"]
 qdrant = ["qdrant-client (>=1.6.3,<2.0.0)"]
-rss-feed = ["feedparser (>=6.0.10,<7.0.0)", "listparser (>=0.19,<0.20)", "newspaper3k (>=0.2.8,<0.3.0)"]
-slack = ["flask (>=2.3.3,<3.0.0)", "slack-sdk (==3.21.3)"]
-together = ["together (>=0.2.8,<0.3.0)"]
+together = ["together (>=1.2.1,<2.0.0)"]
 vertexai = ["langchain-google-vertexai (>=1.0.6,<2.0.0)"]
 weaviate = ["weaviate-client (>=3.24.1,<4.0.0)"]
-whatsapp = ["flask (>=2.3.3,<3.0.0)", "twilio (>=8.5.0,<9.0.0)"]
-youtube = ["youtube-transcript-api (>=0.6.1,<0.7.0)", "yt_dlp (>=2023.11.14,<2024.0.0)"]
+
+[[package]]
+name = "eval-type-backport"
+version = "0.2.0"
+description = "Like `typing._eval_type`, but lets older Python versions use newer typing features."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "eval_type_backport-0.2.0-py3-none-any.whl", hash = "sha256:ac2f73d30d40c5a30a80b8739a789d6bb5e49fdffa66d7912667e2015d9c9933"},
+    {file = "eval_type_backport-0.2.0.tar.gz", hash = "sha256:68796cfbc7371ebf923f03bdf7bef415f3ec098aeced24e054b253a0e78f7b37"},
+]
+
+[package.extras]
+tests = ["pytest"]
 
 [[package]]
 name = "exceptiongroup"
@@ -1808,6 +1755,25 @@ files = [
 backports-strenum = {version = ">=1.3", markers = "python_version < \"3.11\""}
 colorama = ">=0.4"
 
+[[package]]
+name = "groq"
+version = "0.9.0"
+description = "The official Python library for the groq API"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "groq-0.9.0-py3-none-any.whl", hash = "sha256:d0e46f4ad645504672bb09c8100af3ced3a7db0d5119dc13e4aca535fc455874"},
+    {file = "groq-0.9.0.tar.gz", hash = "sha256:130ed5e35d3acfaab46b9e7a078eeaebf91052f4a9d71f86f87fb319b5fec332"},
+]
+
+[package.dependencies]
+anyio = ">=3.5.0,<5"
+distro = ">=1.7.0,<2"
+httpx = ">=0.23.0,<1"
+pydantic = ">=1.9.0,<3"
+sniffio = "*"
+typing-extensions = ">=4.7,<5"
+
 [[package]]
 name = "grpc-google-iam-v1"
 version = "0.13.1"
@@ -1826,61 +1792,61 @@ protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4
 
 [[package]]
 name = "grpcio"
-version = "1.64.1"
+version = "1.65.1"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
-protobuf = ["grpcio-tools (>=1.64.1)"]
+protobuf = ["grpcio-tools (>=1.65.1)"]
 
 [[package]]
 name = "grpcio-status"
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 grpcio = ">=1.62.2"
 protobuf = ">=4.21.6"
 
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+
+[package.dependencies]
+grpcio = ">=1.62.2"
+protobuf = ">=4.21.6,<5.0dev"
+setuptools = "*"
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -1909,6 +1943,32 @@ files = [
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
 ]
 
+[[package]]
+name = "h2"
+version = "4.1.0"
+description = "HTTP/2 State-Machine based protocol implementation"
+optional = false
+python-versions = ">=3.6.1"
+files = [
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+
+[package.dependencies]
+hpack = ">=4.0,<5"
+hyperframe = ">=6.0,<7"
+
+[[package]]
+name = "hpack"
+version = "4.0.0"
+description = "Pure-Python HPACK header compression"
+optional = false
+python-versions = ">=3.6.1"
+files = [
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+]
+
 [[package]]
 name = "httpcore"
 version = "1.0.5"
@@ -1992,6 +2052,7 @@ files = [
 [package.dependencies]
 anyio = "*"
 certifi = "*"
+h2 = {version = ">=3,<5", optional = true, markers = "extra == \"http2\""}
 httpcore = "==1.*"
 idna = "*"
 sniffio = "*"
@@ -2015,13 +2076,13 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.23.5"
+version = "0.24.0"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.23.5-py3-none-any.whl", hash = "sha256:d7a7d337615e11a45cc14a0ce5a605db6b038dc24af42866f731684825226e90"},
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 ]
 
 [package.dependencies]
@@ -2034,17 +2095,17 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
 inference = ["aiohttp", "minijinja (>=1.0)"]
-quality = ["mypy (==1.5.1)", "ruff (>=0.3.0)"]
+quality = ["mypy (==1.5.1)", "ruff (>=0.5.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
-torch = ["safetensors", "torch"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors[torch]", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
 [[package]]
@@ -2061,6 +2122,17 @@ files = [
 [package.dependencies]
 pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_version >= \"3.8\""}
 
+[[package]]
+name = "hyperframe"
+version = "6.0.1"
+description = "HTTP/2 framing layer for Python"
+optional = false
+python-versions = ">=3.6.1"
+files = [
+    {file = "hyperframe-6.0.1-py3-none-any.whl", hash = "sha256:0ec6bafd80d8ad2195c4f03aacba3a8265e57bc4cff261e802bf39970ed02a15"},
+    {file = "hyperframe-6.0.1.tar.gz", hash = "sha256:ae510046231dc8e9ecb1a6586f63d2347bf4c8905914aa84ba585ae85f28a914"},
+]
+
 [[package]]
 name = "identify"
 version = "2.6.0"
@@ -2131,24 +2203,6 @@ files = [
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
 ]
 
-[[package]]
-name = "inquirerpy"
-version = "0.3.4"
-description = "Python port of Inquirer.js (A collection of common interactive command-line user interfaces)"
-optional = false
-python-versions = ">=3.7,<4.0"
-files = [
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-    {file = "InquirerPy-0.3.4.tar.gz", hash = "sha256:89d2ada0111f337483cb41ae31073108b2ec1e618a49d7110b0d7ade89fc197e"},
-]
-
-[package.dependencies]
-pfzy = ">=0.3.1,<0.4.0"
-prompt-toolkit = ">=3.0.1,<4.0.0"
-
-[package.extras]
-docs = ["Sphinx (>=4.1.2,<5.0.0)", "furo (>=2021.8.17-beta.43,<2022.0.0)", "myst-parser (>=0.15.1,<0.16.0)", "sphinx-autobuild (>=2021.3.14,<2022.0.0)", "sphinx-copybutton (>=0.4.0,<0.5.0)"]
-
 [[package]]
 name = "instructor"
 version = "1.3.3"
@@ -2401,19 +2455,19 @@ tests = ["aiohttp", "duckdb", "pandas (>=1.4)", "polars (>=0.19)", "pytest", "py
 
 [[package]]
 name = "langchain"
-version = "0.2.9"
+version = "0.2.10"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain-0.2.9-py3-none-any.whl", hash = "sha256:be23fcb29adbd5059944f1fed08fa575f0739d420b1c4127531e0fbf5663fcca"},
-    {file = "langchain-0.2.9.tar.gz", hash = "sha256:cc326a7f6347787a19882928c324433b1a79df629bba45604b2d26495ee5d69c"},
+    {file = "langchain-0.2.10-py3-none-any.whl", hash = "sha256:b4fb58c7faf4f4999cfe3325474979a7121a1737dd101655a723a1d957ef0617"},
+    {file = "langchain-0.2.10.tar.gz", hash = "sha256:1f861c1b59ac9c91b02bb0fa58d3adad1c1d0686636872b5b357bbce3ce41d06"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
-langchain-core = ">=0.2.20,<0.3.0"
+langchain-core = ">=0.2.22,<0.3.0"
 langchain-text-splitters = ">=0.2.0,<0.3.0"
 langsmith = ">=0.1.17,<0.2.0"
 numpy = [
@@ -2449,20 +2503,20 @@ langchain-community = ["langchain-community (>=0.2.4)"]
 
 [[package]]
 name = "langchain-community"
-version = "0.2.7"
+version = "0.2.9"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_community-0.2.7-py3-none-any.whl", hash = "sha256:c236e74249ab68a318c94c95327cbe75a76489b61f7bf93f14117d9233ce70b1"},
-    {file = "langchain_community-0.2.7.tar.gz", hash = "sha256:f52659dbb8a8f0c011cc7d634247686d11d768843cc3e5fe9e6f52321cde82c0"},
+    {file = "langchain_community-0.2.9-py3-none-any.whl", hash = "sha256:b51d3adf9346a1161c1098917585b9e303cf24e2f5c71f5d232a0504edada5f2"},
+    {file = "langchain_community-0.2.9.tar.gz", hash = "sha256:1e7c180232916cbe35fe00509680dd1f805e32d7c87b5e80b3a9ec8754ecae37"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
-langchain = ">=0.2.7,<0.3.0"
-langchain-core = ">=0.2.12,<0.3.0"
+langchain = ">=0.2.9,<0.3.0"
+langchain-core = ">=0.2.22,<0.3.0"
 langsmith = ">=0.1.0,<0.2.0"
 numpy = [
     {version = ">=1,<2", markers = "python_version < \"3.12\""},
@@ -2475,13 +2529,13 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-core"
-version = "0.2.20"
+version = "0.2.22"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_core-0.2.20-py3-none-any.whl", hash = "sha256:16cc4da6f7ebf33accea7af45a70480733dc852ab291030fb6924865bd7caf76"},
-    {file = "langchain_core-0.2.20.tar.gz", hash = "sha256:a66c439e085d8c75f822f7650a5551d17bada4003521173c763d875d949e4ed5"},
+    {file = "langchain_core-0.2.22-py3-none-any.whl", hash = "sha256:7731a86440c0958b3186c003fb9b26b2d5a682a6344bda7bfb9174e2898f8b43"},
+    {file = "langchain_core-0.2.22.tar.gz", hash = "sha256:582d6f929a43b830139444e4124123cd415331ad62f25757b1406252958cdcac"},
 ]
 
 [package.dependencies]
@@ -2512,17 +2566,17 @@ langchain-core = ">=0.2.10,<0.3.0"
 
 [[package]]
 name = "langchain-openai"
-version = "0.1.16"
+version = "0.1.17"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_openai-0.1.16-py3-none-any.whl", hash = "sha256:bff90e9d0be786495920a7851ae4d55247fb084d3a11d1b15bfe91904ce1cb0f"},
-    {file = "langchain_openai-0.1.16.tar.gz", hash = "sha256:3dedcc785a64a488ad6a313cc59b0dccea025d27413b55cec73a20dcf3ded4da"},
+    {file = "langchain_openai-0.1.17-py3-none-any.whl", hash = "sha256:30bef5574ecbbbb91b8025b2dc5a1bd81fd62157d3ad1a35d820141f31c5b443"},
+    {file = "langchain_openai-0.1.17.tar.gz", hash = "sha256:c5d70ddecdcb93e146f376bdbadbb6ec69de9ac0f402cd5b83de50b655ba85ee"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.17,<0.3.0"
+langchain-core = ">=0.2.20,<0.3.0"
 openai = ">=1.32.0,<2.0.0"
 tiktoken = ">=0.7,<1"
 
@@ -2542,13 +2596,13 @@ langchain-core = ">=0.2.10,<0.3.0"
 
 [[package]]
 name = "langsmith"
-version = "0.1.88"
+version = "0.1.93"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langsmith-0.1.88-py3-none-any.whl", hash = "sha256:460ebb7de440afd150fcea8f54ca8779821f2228cd59e149e5845c9dbe06db16"},
-    {file = "langsmith-0.1.88.tar.gz", hash = "sha256:28a07dec19197f4808aa2628d5a3ccafcbe14cc137aef0e607bbd128e7907821"},
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 ]
 
 [package.dependencies]
@@ -2717,20 +2771,24 @@ files = [
 ]
 
 [[package]]
-name = "memzero"
-version = "0.0.7"
+name = "mem0ai"
+version = "0.0.5"
 description = "Long-term memory for AI Agents"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = "<4.0,>=3.8"
 files = [
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 [package.dependencies]
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 pydantic = ">=2.7.3,<3.0.0"
+qdrant-client = ">=1.9.1,<2.0.0"
+together = ">=1.2.1,<2.0.0"
 
 [[package]]
 name = "mergedeep"
@@ -3279,13 +3337,13 @@ sympy = "*"
 
 [[package]]
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+version = "1.36.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
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-
 [[package]]
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 version = "10.4.0"
@@ -3828,6 +3872,25 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
+[[package]]
+name = "portalocker"
+version = "2.10.1"
+description = "Wraps the portalocker recipe for easy usage"
+optional = false
+python-versions = ">=3.8"
+files = [
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+[package.dependencies]
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+
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+
 [[package]]
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 version = "3.5.0"
@@ -3869,20 +3932,6 @@ nodeenv = ">=0.11.1"
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 virtualenv = ">=20.10.0"
 
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 [package.dependencies]
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-]
-
 [[package]]
 name = "pytube"
 version = "15.0.0"
@@ -4656,6 +4610,33 @@ files = [
 [package.dependencies]
 pyyaml = "*"
 
+[[package]]
+name = "qdrant-client"
+version = "1.10.1"
+description = "Client library for the Qdrant vector search engine"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "qdrant_client-1.10.1-py3-none-any.whl", hash = "sha256:b9fb8fe50dd168d92b2998be7c6135d5a229b3a3258ad158cc69c8adf9ff1810"},
+    {file = "qdrant_client-1.10.1.tar.gz", hash = "sha256:2284c8c5bb1defb0d9dbacb07d16f344972f395f4f2ed062318476a7951fd84c"},
+]
+
+[package.dependencies]
+grpcio = ">=1.41.0"
+grpcio-tools = ">=1.41.0"
+httpx = {version = ">=0.20.0", extras = ["http2"]}
+numpy = [
+    {version = ">=1.21", markers = "python_version >= \"3.8\" and python_version < \"3.12\""},
+    {version = ">=1.26", markers = "python_version >= \"3.12\""},
+]
+portalocker = ">=2.7.0,<3.0.0"
+pydantic = ">=1.10.8"
+urllib3 = ">=1.26.14,<3"
+
+[package.extras]
+fastembed = ["fastembed (==0.2.7)"]
+fastembed-gpu = ["fastembed-gpu (==0.2.7)"]
+
 [[package]]
 name = "ratelimiter"
 version = "1.2.0.post0"
@@ -4877,18 +4858,15 @@ crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
 
 [[package]]
 name = "schema"
-version = "0.7.5"
+version = "0.7.7"
 description = "Simple data validation library"
 optional = false
 python-versions = "*"
 files = [
-    {file = "schema-0.7.5-py2.py3-none-any.whl", hash = "sha256:f3ffdeeada09ec34bf40d7d79996d9f7175db93b7a5065de0faa7f41083c1e6c"},
-    {file = "schema-0.7.5.tar.gz", hash = "sha256:f06717112c61895cabc4707752b88716e8420a8819d71404501e114f91043197"},
+    {file = "schema-0.7.7-py2.py3-none-any.whl", hash = "sha256:5d976a5b50f36e74e2157b47097b60002bd4d42e65425fcc9c9befadb4255dde"},
+    {file = "schema-0.7.7.tar.gz", hash = "sha256:7da553abd2958a19dc2547c388cde53398b39196175a9be59ea1caf5ab0a1807"},
 ]
 
-[package.dependencies]
-contextlib2 = ">=0.5.5"
-
 [[package]]
 name = "selenium"
 version = "4.22.0"
@@ -4921,18 +4899,19 @@ files = [
 
 [[package]]
 name = "setuptools"
-version = "70.3.0"
+version = "71.0.4"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-70.3.0-py3-none-any.whl", hash = "sha256:fe384da74336c398e0d956d1cae0669bc02eed936cdb1d49b57de1990dc11ffc"},
-    {file = "setuptools-70.3.0.tar.gz", hash = "sha256:f171bab1dfbc86b132997f26a119f6056a57950d058587841a0082e8830f9dc5"},
+    {file = "setuptools-71.0.4-py3-none-any.whl", hash = "sha256:ed2feca703be3bdbd94e6bb17365d91c6935c6b2a8d0bb09b66a2c435ba0b1a5"},
+    {file = "setuptools-71.0.4.tar.gz", hash = "sha256:48297e5d393a62b7cb2a10b8f76c63a73af933bd809c9e0d0d6352a1a0135dd8"},
 ]
 
 [package.extras]
+core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.text (>=3.7)", "more-itertools (>=8.8)", "ordered-set (>=3.1.1)", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (<0.4)", "pytest-ruff (>=0.2.1)", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "shapely"
@@ -5147,13 +5126,13 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7
 
 [[package]]
 name = "sympy"
-version = "1.13.0"
+version = "1.13.1"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "sympy-1.13.0-py3-none-any.whl", hash = "sha256:6b0b32a4673fb91bd3cac3b55406c8e01d53ae22780be467301cc452f6680c92"},
-    {file = "sympy-1.13.0.tar.gz", hash = "sha256:3b6af8f4d008b9a1a6a4268b335b984b23835f26d1d60b0526ebc71d48a25f57"},
+    {file = "sympy-1.13.1-py3-none-any.whl", hash = "sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8"},
+    {file = "sympy-1.13.1.tar.gz", hash = "sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f"},
 ]
 
 [package.dependencies]
@@ -5275,6 +5254,34 @@ webencodings = ">=0.4"
 doc = ["sphinx", "sphinx_rtd_theme"]
 test = ["pytest", "ruff"]
 
+[[package]]
+name = "together"
+version = "1.2.2"
+description = "Python client for Together's Cloud Platform!"
+optional = false
+python-versions = "<4.0,>=3.8"
+files = [
+    {file = "together-1.2.2-py3-none-any.whl", hash = "sha256:7ce89f902dbaca67e46e693d90182514494f510f3bc16cb89d816a5031ab0433"},
+    {file = "together-1.2.2.tar.gz", hash = "sha256:fd026f4a604e1fb3ee2fa5803f31e5e36ad31b3d182ef47f611326de66907d13"},
+]
+
+[package.dependencies]
+aiohttp = ">=3.9.3,<4.0.0"
+click = ">=8.1.7,<9.0.0"
+eval-type-backport = ">=0.1.3,<0.3.0"
+filelock = ">=3.13.1,<4.0.0"
+numpy = [
+    {version = ">=1.23.5", markers = "python_version < \"3.12\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
+]
+pillow = ">=10.3.0,<11.0.0"
+pyarrow = ">=10.0.1"
+pydantic = ">=2.6.3,<3.0.0"
+requests = ">=2.31.0,<3.0.0"
+tabulate = ">=0.9.0,<0.10.0"
+tqdm = ">=4.66.2,<5.0.0"
+typer = ">=0.9,<0.13"
+
 [[package]]
 name = "tokenizers"
 version = "0.19.1"
@@ -5459,28 +5466,6 @@ exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 trio = ">=0.11"
 wsproto = ">=0.14"
 
-[[package]]
-name = "tritonclient"
-version = "2.41.1"
-description = "Python client library and utilities for communicating with Triton Inference Server"
-optional = false
-python-versions = "*"
-files = [
-    {file = "tritonclient-2.41.1-py3-none-any.whl", hash = "sha256:91cb234331a7145c407cea605caf9eecbd4276ddc5f085ddd5a6dcab64e5e70b"},
-    {file = "tritonclient-2.41.1-py3-none-manylinux1_x86_64.whl", hash = "sha256:22ad56ae5ab25518862dec85af0a8246a32a1e14e2ee1d86f1444ce432c254e1"},
-    {file = "tritonclient-2.41.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:6545055add115e9bd07ca540af95db5ceda0c783009ad41df6a7f35a79d57474"},
-]
-
-[package.dependencies]
-numpy = ">=1.19.1"
-python-rapidjson = ">=0.9.1"
-
-[package.extras]
-all = ["aiohttp (>=3.8.1,<4.0.0)", "cuda-python", "geventhttpclient (>=1.4.4,<=2.0.2)", "grpcio (>=1.41.0)", "numpy (>=1.19.1)", "packaging (>=14.1)", "protobuf (>=3.5.0,<5)", "python-rapidjson (>=0.9.1)"]
-cuda = ["cuda-python"]
-grpc = ["grpcio (>=1.41.0)", "numpy (>=1.19.1)", "packaging (>=14.1)", "protobuf (>=3.5.0,<5)", "python-rapidjson (>=0.9.1)"]
-http = ["aiohttp (>=3.8.1,<4.0.0)", "geventhttpclient (>=1.4.4,<=2.0.2)", "numpy (>=1.19.1)", "python-rapidjson (>=0.9.1)"]
-
 [[package]]
 name = "typer"
 version = "0.12.3"
@@ -5581,13 +5566,13 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.30.1"
+version = "0.30.3"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "uvicorn-0.30.1-py3-none-any.whl", hash = "sha256:cd17daa7f3b9d7a24de3617820e634d0933b69eed8e33a516071174427238c81"},
-    {file = "uvicorn-0.30.1.tar.gz", hash = "sha256:d46cd8e0fd80240baffbcd9ec1012a712938754afcf81bce56c024c1656aece8"},
+    {file = "uvicorn-0.30.3-py3-none-any.whl", hash = "sha256:94a3608da0e530cea8f69683aa4126364ac18e3826b6630d1a65f4638aade503"},
+    {file = "uvicorn-0.30.3.tar.gz", hash = "sha256:0d114d0831ff1adbf231d358cbf42f17333413042552a624ea6a9b4c33dcfd81"},
 ]
 
 [package.dependencies]
@@ -5819,17 +5804,6 @@ files = [
 [package.dependencies]
 anyio = ">=3.0.0"
 
-[[package]]
-name = "wcwidth"
-version = "0.2.13"
-description = "Measures the displayed width of unicode strings in a terminal"
-optional = false
-python-versions = "*"
-files = [
-    {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
-    {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
-]
-
 [[package]]
 name = "webencodings"
 version = "0.5.1"
@@ -6156,4 +6130,4 @@ tools = ["crewai-tools"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<=3.13"
-content-hash = "e3a6a46f60e0787affa73f27ed182fe3e88d555de69fb91310ef01d4eebbb21f"
+content-hash = "f5ad9babb3c57c405e39232020e8cbfaaeb5c315c2e7c5bb8fdf66792f260343"
diff --git a/pyproject.toml b/pyproject.toml
index d5cbb2601..6dc11ebfc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "crewai"
-version = "0.41.0"
+version = "0.41.1"
 description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
 authors = ["Joao Moura <joao@crewai.com>"]
 readme = "README.md"
diff --git a/src/crewai/cli/templates/pyproject.toml b/src/crewai/cli/templates/pyproject.toml
index 26a82cd67..12fcffa3b 100644
--- a/src/crewai/cli/templates/pyproject.toml
+++ b/src/crewai/cli/templates/pyproject.toml
@@ -6,7 +6,7 @@ authors = ["Your Name <you@example.com>"]
 
 [tool.poetry.dependencies]
 python = ">=3.10,<=3.13"
-crewai = { extras = ["tools"], version = "^0.41.0" }
+crewai = { extras = ["tools"], version = "^0.41.1" }
 
 [tool.poetry.scripts]
 {{folder_name}} = "{{folder_name}}.main:run"
diff --git a/tests/cassettes/test_replay_setup_context.yaml b/tests/cassettes/test_replay_setup_context.yaml
new file mode 100644
index 000000000..0a8215925
--- /dev/null
+++ b/tests/cassettes/test_replay_setup_context.yaml
@@ -0,0 +1,163 @@
+interactions:
+- request:
+    body: '{"messages": [{"content": "You are test_agent. Test Description\nYour personal
+      goal is: Test GoalTo give my best complete final answer to the task use the
+      exact following format:\n\nThought: I now can give a great answer\nFinal Answer:
+      my best complete final answer to the task.\nYour final answer must be the great
+      and the most complete as possible, it must be outcome described.\n\nI MUST use
+      these formats, my job depends on it!\nCurrent Task: Test Task\n\nThis is the
+      expect criteria for your final answer: Say Hi to John \n you MUST return the
+      actual complete content as the final answer, not a summary.\n\nThis is the context
+      you''re working with:\ncontext raw output\n\nBegin! This is VERY important to
+      you, use the tools available and give your best Final Answer, your job depends
+      on it!\n\nThought:\n", "role": "user"}], "model": "gpt-4o", "logprobs": false,
+      "n": 1, "stop": ["\nObservation"], "stream": true, "temperature": 0.7}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '937'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.36.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
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new file mode 100644
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diff --git a/tests/crew_test.py b/tests/crew_test.py
index d3d715ba1..73167d566 100644
--- a/tests/crew_test.py
+++ b/tests/crew_test.py
@@ -1917,13 +1917,13 @@ def test_replay_feature():
         )
 
         crew.kickoff()
-        crew.replay_from_task(str(write.id))
+        crew.replay(str(write.id))
         # Ensure context was passed correctly
         assert mock_execute_task.call_count == 3
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
-def test_crew_replay_from_task_error():
+def test_crew_replay_error():
     task = Task(
         description="Come up with a list of 5 interesting ideas to explore for an article",
         expected_output="5 bullet points with a paragraph for each idea.",
@@ -1936,7 +1936,7 @@ def test_crew_replay_from_task_error():
     )
 
     with pytest.raises(TypeError) as e:
-        crew.replay_from_task()  # type: ignore purposefully throwing err
+        crew.replay()  # type: ignore purposefully throwing err
         assert "task_id is required" in str(e)
 
 
@@ -2071,14 +2071,14 @@ def test_replay_task_with_context():
         with patch.object(Task, "execute_sync") as mock_replay_task:
             mock_replay_task.return_value = mock_task_output4
 
-            replayed_output = crew.replay_from_task(str(task4.id))
+            replayed_output = crew.replay(str(task4.id))
             assert replayed_output.raw == "Presentation on AI advancements..."
 
         db_handler.reset()
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
-def test_replay_from_task_with_context():
+def test_replay_with_context():
     agent = Agent(role="test_agent", backstory="Test Description", goal="Test Goal")
     task1 = Task(
         description="Context Task", expected_output="Say Task Output", agent=agent
@@ -2130,7 +2130,7 @@ def test_replay_from_task_with_context():
             },
         ],
     ):
-        crew.replay_from_task(str(task2.id))
+        crew.replay(str(task2.id))
 
         assert crew.tasks[1].context[0].output.raw == "context raw output"
 
@@ -2192,7 +2192,7 @@ def test_replay_with_invalid_task_id():
             ValueError,
             match="Task with id bf5b09c9-69bd-4eb8-be12-f9e5bae31c2d not found in the crew's tasks.",
         ):
-            crew.replay_from_task("bf5b09c9-69bd-4eb8-be12-f9e5bae31c2d")
+            crew.replay("bf5b09c9-69bd-4eb8-be12-f9e5bae31c2d")
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
@@ -2251,13 +2251,13 @@ def test_replay_interpolates_inputs_properly(mock_interpolate_inputs):
             },
         ],
     ):
-        crew.replay_from_task(str(task2.id))
+        crew.replay(str(task2.id))
         assert crew._inputs == {"name": "John"}
         assert mock_interpolate_inputs.call_count == 2
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
-def test_replay_from_task_setup_context():
+def test_replay_setup_context():
     agent = Agent(role="test_agent", backstory="Test Description", goal="Test Goal")
     task1 = Task(description="Context Task", expected_output="Say {name}", agent=agent)
     task2 = Task(
@@ -2306,7 +2306,7 @@ def test_replay_from_task_setup_context():
             },
         ],
     ):
-        crew.replay_from_task(str(task2.id))
+        crew.replay(str(task2.id))
 
         # Check if the first task's output was set correctly
         assert crew.tasks[0].output is not None
diff --git a/tests/utilities/test_planning_handler.py b/tests/utilities/test_planning_handler.py
index c76879d2e..75bc3e033 100644
--- a/tests/utilities/test_planning_handler.py
+++ b/tests/utilities/test_planning_handler.py
@@ -1,4 +1,5 @@
 from unittest.mock import patch
+from crewai.tasks.task_output import TaskOutput
 
 import pytest
 
@@ -31,10 +32,15 @@ class TestCrewPlanner:
 
     def test_handle_crew_planning(self, crew_planner):
         with patch.object(Task, "execute_sync") as execute:
-            execute.return_value = PlannerTaskPydanticOutput(
-                list_of_plans_per_task=["Plan 1", "Plan 2", "Plan 3"]
+            execute.return_value = TaskOutput(
+                description="Description",
+                agent="agent",
+                pydantic=PlannerTaskPydanticOutput(
+                    list_of_plans_per_task=["Plan 1", "Plan 2", "Plan 3"]
+                ),
             )
             result = crew_planner._handle_crew_planning()
+
             assert isinstance(result, PlannerTaskPydanticOutput)
             assert len(result.list_of_plans_per_task) == len(crew_planner.tasks)
             execute.assert_called_once()